Schematic overview of the cellular and molecular mechanisms involved in the cancer progression, including the proposed cellular and molecular mechanisms in cancer cells trajectory. AT1: alveolar type 1 cells; AT2: alveolar type 2 cells; AAH: atypical adenomatous hyperplasia; AIS: adenocarcinoma in situ; MIA: minimally invasive adenocarcinoma; IA: invasive adenocarcinoma; EMT: epithelial-mesenchymal transition

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Center for Computational Systems Medicine
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Gene summary

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Malignant transformation analysis

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Malignant transformation related pathway analysis

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Cell-cell communication analysis

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Single-cell gene regulatory network inference analysis

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Somatic mutation of malignant transformation related genes

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Related drugs of malignant transformation related genes

Gene: YWHAG

Gene summary for YWHAG

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

YWHAG

Gene ID

7532

Gene nametyrosine 3-monooxygenase/tryptophan 5-monooxygenase activation protein gamma
Gene Alias14-3-3GAMMA
Cytomap7q11.23
Gene Typeprotein-coding
GO ID

GO:0001932

UniProtAcc

P61981


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Malignant transformation analysis

check button Identification of the aberrant gene expression in precancerous and cancerous lesions by comparing the gene expression of stem-like cells in diseased tissues with normal stem cells
check button Malignant transformation involving gene list.
Entrez IDSymbolReplicatesSpeciesOrganTissueAdj P-valueLog2FCMalignancy
7532YWHAGLZE4THumanEsophagusESCC6.84e-035.28e-010.0811
7532YWHAGLZE8THumanEsophagusESCC1.61e-089.01e-020.067
7532YWHAGLZE20THumanEsophagusESCC7.76e-14-1.15e-020.0662
7532YWHAGLZE24THumanEsophagusESCC1.99e-035.73e-010.0596
7532YWHAGP2T-EHumanEsophagusESCC1.53e-122.96e-010.1177
7532YWHAGP4T-EHumanEsophagusESCC8.56e-188.05e-010.1323
7532YWHAGP5T-EHumanEsophagusESCC3.55e-176.42e-010.1327
7532YWHAGP8T-EHumanEsophagusESCC2.49e-046.03e-030.0889
7532YWHAGP9T-EHumanEsophagusESCC2.45e-144.22e-010.1131
7532YWHAGP10T-EHumanEsophagusESCC3.15e-176.41e-010.116
7532YWHAGP11T-EHumanEsophagusESCC1.70e-071.04e+000.1426
7532YWHAGP12T-EHumanEsophagusESCC2.10e-321.11e+000.1122
7532YWHAGP15T-EHumanEsophagusESCC1.20e-189.37e-010.1149
7532YWHAGP16T-EHumanEsophagusESCC7.48e-431.71e+000.1153
7532YWHAGP19T-EHumanEsophagusESCC7.87e-051.17e+000.1662
7532YWHAGP20T-EHumanEsophagusESCC3.67e-128.10e-010.1124
7532YWHAGP21T-EHumanEsophagusESCC8.93e-231.03e+000.1617
7532YWHAGP22T-EHumanEsophagusESCC3.39e-134.94e-010.1236
7532YWHAGP23T-EHumanEsophagusESCC3.62e-116.94e-010.108
7532YWHAGP24T-EHumanEsophagusESCC5.71e-075.33e-010.1287
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
EsophagusThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.ESCC: Esophageal squamous cell carcinoma
HGIN: High-grade intraepithelial neoplasias
LGIN: Low-grade intraepithelial neoplasias
LiverThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.HCC: Hepatocellular carcinoma
NAFLD: Non-alcoholic fatty liver disease
LungThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
Oral CavityThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.EOLP: Erosive Oral lichen planus
LP: leukoplakia
NEOLP: Non-erosive oral lichen planus
OSCC: Oral squamous cell carcinoma
ProstateThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.BPH: Benign Prostatic Hyperplasia
SkinThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
ThyroidThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.ATC: Anaplastic thyroid cancer
HT: Hashimoto's thyroiditis
PTC: Papillary thyroid cancer
∗log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.

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Malignant transformation related pathway analysis

check buttonFind out the enriched GO biological processes and KEGG pathways involved in transition from healthy to precancer to cancer
check button Figure of enriched GO biological processes.
TissueDisease StageEnriched GO biological Processes
ColorectumADGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumSERGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSSGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSI-HGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumFAPGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
∗Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
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check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:004232612LiverCirrhoticnegative regulation of phosphorylation135/4634385/187233.17e-065.58e-05135
GO:003286811LiverCirrhoticresponse to insulin95/4634264/187232.77e-053.54e-0495
GO:000193312LiverCirrhoticnegative regulation of protein phosphorylation117/4634342/187234.84e-055.59e-04117
GO:005134812LiverCirrhoticnegative regulation of transferase activity93/4634268/187231.55e-041.47e-0393
GO:003367312LiverCirrhoticnegative regulation of kinase activity78/4634237/187232.73e-031.59e-0278
GO:00064697LiverCirrhoticnegative regulation of protein kinase activity68/4634212/187239.35e-034.29e-0268
GO:000660512LiverHCCprotein targeting219/7958314/187237.74e-231.49e-20219
GO:003286821LiverHCCresponse to insulin172/7958264/187237.14e-144.23e-12172
GO:003286921LiverHCCcellular response to insulin stimulus137/7958203/187234.69e-132.44e-11137
GO:004343422LiverHCCresponse to peptide hormone247/7958414/187239.55e-134.77e-11247
GO:001056322LiverHCCnegative regulation of phosphorus metabolic process259/7958442/187234.29e-121.92e-10259
GO:004593622LiverHCCnegative regulation of phosphate metabolic process258/7958441/187236.00e-122.60e-10258
GO:007137521LiverHCCcellular response to peptide hormone stimulus179/7958290/187232.54e-119.88e-10179
GO:004232622LiverHCCnegative regulation of phosphorylation227/7958385/187233.98e-111.52e-09227
GO:005134822LiverHCCnegative regulation of transferase activity166/7958268/187238.97e-113.18e-09166
GO:190165321LiverHCCcellular response to peptide211/7958359/187232.86e-109.63e-09211
GO:003367322LiverHCCnegative regulation of kinase activity144/7958237/187239.76e-092.45e-07144
GO:000193322LiverHCCnegative regulation of protein phosphorylation196/7958342/187231.95e-084.63e-07196
GO:000646912LiverHCCnegative regulation of protein kinase activity126/7958212/187234.55e-077.49e-06126
GO:00459368LungIACnegative regulation of phosphate metabolic process87/2061441/187234.00e-084.57e-0687
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0411023EsophagusESCCCell cycle126/4205157/84651.34e-155.60e-142.87e-14126
hsa0520325EsophagusESCCViral carcinogenesis137/4205204/84652.47e-071.88e-069.62e-07137
hsa051609EsophagusESCCHepatitis C107/4205157/84651.75e-061.08e-055.55e-06107
hsa041517EsophagusESCCPI3K-Akt signaling pathway197/4205354/84651.24e-022.83e-021.45e-02197
hsa0439018EsophagusESCCHippo signaling pathway92/4205157/84651.46e-023.31e-021.69e-0292
hsa041146EsophagusESCCOocyte meiosis77/4205131/84652.19e-024.80e-022.46e-0277
hsa0411033EsophagusESCCCell cycle126/4205157/84651.34e-155.60e-142.87e-14126
hsa0520335EsophagusESCCViral carcinogenesis137/4205204/84652.47e-071.88e-069.62e-07137
hsa0516016EsophagusESCCHepatitis C107/4205157/84651.75e-061.08e-055.55e-06107
hsa0415114EsophagusESCCPI3K-Akt signaling pathway197/4205354/84651.24e-022.83e-021.45e-02197
hsa0439019EsophagusESCCHippo signaling pathway92/4205157/84651.46e-023.31e-021.69e-0292
hsa0411411EsophagusESCCOocyte meiosis77/4205131/84652.19e-024.80e-022.46e-0277
hsa051605LiverCirrhoticHepatitis C63/2530157/84653.67e-031.49e-029.20e-0363
hsa041104LiverCirrhoticCell cycle61/2530157/84659.53e-033.21e-021.98e-0261
hsa05203LiverCirrhoticViral carcinogenesis76/2530204/84651.34e-024.20e-022.59e-0276
hsa0516012LiverCirrhoticHepatitis C63/2530157/84653.67e-031.49e-029.20e-0363
hsa0411011LiverCirrhoticCell cycle61/2530157/84659.53e-033.21e-021.98e-0261
hsa052031LiverCirrhoticViral carcinogenesis76/2530204/84651.34e-024.20e-022.59e-0276
hsa041102LiverHCCCell cycle106/4020157/84652.54e-073.04e-061.69e-06106
hsa0516021LiverHCCHepatitis C94/4020157/84651.11e-034.10e-032.28e-0394
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Cell-cell communication analysis

check buttonIdentification of potential cell-cell interactions between two cell types and their ligand-receptor pairs for different disease states
LigandReceptorLRpairPathwayTissueDisease Stage
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Single-cell gene regulatory network inference analysis

check buttonFind out the significant the regulons (TFs) and the target genes of each regulon across cell types for different disease states
TFCell TypeTissueDisease StageTarget GeneRSSRegulon Activity
∗The dot plots of a searched regulon are shown for all cell subpopulations in each disease state of each tissue based on the regulon specific score inferred using pySCENIC and by calculating the average expression.
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Somatic mutation of malignant transformation related genes

check buttonAnnotation of somatic variants for genes involved in malignant transformation
Hugo SymbolVariant ClassVariant ClassificationdbSNP RSHGVScHGVSpHGVSp ShortSWISSPROTBIOTYPESIFTPolyPhenTumor Sample BarcodeTissueHistologySexAgeStageTherapy TypesDrugsOutcome
YWHAGSNVMissense_Mutationnovelc.268G>Cp.Glu90Glnp.E90QP61981protein_codingdeleterious_low_confidence(0)probably_damaging(0.957)TCGA-E2-A14V-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
YWHAGSNVMissense_Mutationc.137N>Gp.Ser46Cysp.S46CP61981protein_codingdeleterious_low_confidence(0)probably_damaging(0.999)TCGA-E9-A1N4-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinSD
YWHAGinsertionIn_Frame_Insnovelc.598_599insAAAACTTAAAGAGGAATGGCCCTCATTCAGTAAGTTp.Ala200delinsGluAsnLeuLysArgAsnGlyProHisSerValSerSerp.A200delinsENLKRNGPHSVSSP61981protein_codingTCGA-A2-A0CU-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
YWHAGSNVMissense_Mutationc.212N>Ap.Ser71Tyrp.S71YP61981protein_codingdeleterious_low_confidence(0)benign(0.188)TCGA-A6-2686-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
YWHAGSNVMissense_Mutationc.330N>Tp.Lys110Asnp.K110NP61981protein_codingdeleterious_low_confidence(0.01)benign(0.043)TCGA-CA-6718-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownPD
YWHAGSNVMissense_Mutationnovelc.700N>Gp.Thr234Alap.T234AP61981protein_codingdeleterious_low_confidence(0.03)probably_damaging(0.975)TCGA-AJ-A3EK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapycarboplatinCR
YWHAGSNVMissense_Mutationnovelc.220N>Ap.Gly74Serp.G74SP61981protein_codingtolerated_low_confidence(0.07)probably_damaging(0.999)TCGA-AJ-A3OK-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIChemotherapycarboplatinCR
YWHAGSNVMissense_Mutationnovelc.481N>Gp.Ser161Glyp.S161GP61981protein_codingdeleterious_low_confidence(0.02)probably_damaging(0.991)TCGA-AP-A1DK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
YWHAGSNVMissense_Mutationnovelc.489N>Tp.Glu163Aspp.E163DP61981protein_codingtolerated_low_confidence(0.29)benign(0.114)TCGA-AX-A1CE-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnspecificPaclitaxelSD
YWHAGSNVMissense_Mutationc.340G>Ap.Glu114Lysp.E114KP61981protein_codingtolerated_low_confidence(0.28)benign(0.001)TCGA-AX-A2HC-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelPD
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Related drugs of malignant transformation related genes

check buttonIdentification of chemicals and drugs interact with genes involved in malignant transfromation
(DGIdb 4.0)
Entrez IDSymbolCategoryInteraction TypesDrug Claim NameDrug NamePMIDs
7532YWHAGDRUGGABLE GENOME, KINASEDAUNORUBICIN HYDROCHLORIDEDAUNORUBICIN HYDROCHLORIDE
7532YWHAGDRUGGABLE GENOME, KINASEDOXORUBICIN HYDROCHLORIDEDOXORUBICIN HYDROCHLORIDE
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